Fine Tuning RETFound with Clinically Guided Foveal ROI for Automated DRIL Classification in Diabetic Macular Edema OCT.

Pavithra Kodiyalbail Chakrapani, Preetham Kumar, Sulatha Venkataraya Bhandary, Geetha Maiya, Shailaja Shenoy, Steven Fernandes

Abstract read

PubMed Full text at PMC Publisher

In one paragraph

Article in Diagnostics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it

0cells of the map it votes in

0citing papers in PubMed

–field-weighted citation impact

1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Pavithra Kodiyalbail ChakrapaniManipal Institute of Technology, Manipal Academy of Higher Education, Manipal 576104, India.ORCID 0000-0002-7086-394X

Preetham KumarManipal Institute of Technology, Manipal Academy of Higher Education, Manipal 576104, India.ORCID 0000-0002-0736-7687

Sulatha Venkataraya BhandaryDepartment of Ophthalmology, Kasturba Medical College, Manipal Academy of Higher Education, Manipal 576104, India.ORCID 0000-0002-3150-707X

Geetha MaiyaManipal Institute of Technology, Manipal Academy of Higher Education, Manipal 576104, India.ORCID 0000-0002-6150-7601

Shailaja ShenoyDepartment of Ophthalmology, Kasturba Medical College, Manipal Academy of Higher Education, Manipal 576104, India.ORCID 0000-0002-8273-3755

Steven FernandesDepartment of Computer Science, Design and Journalism, Creighton University, Omaha, NE 68187, USA.ORCID 0000-0002-0128-1559

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

biomarkerdeep learningdiabetesdiabetic macular edemadiseasedisorganization of retinal inner layershealthoptical coherence tomographytransfer learingvision transformer

Identifiers

PMID42279522

DOI10.3390/diagnostics16111654

PMCPMC13256183

What Socratic holds

Textmetadata

LicenceCC BY

Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.